Unverified50% confidenceBenchmarkExact time
In one long session, CodeCook reduced the token consumption of a particular turn from 800,787 to 14,857, a reduction of approximately 98%.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/11/2026
First Seen
Valid until: 1/9/2027
Sources
Related Entities
Related Claims
Unverified代码执行方案将相同任务的token消耗从15万降至2000,减少了98.7%74% similarUnverifiedAccording to hands-on testing by Bilibili UP host "1024工程笔记," integrating Ponytail reduced code volume by 54%, lowered token consumption by approximately 20%, and kept security-related check items at 100% passing.67% similarUnverifiedAfter applying logit penalties, the number of reasoning tokens decreased by 11% to 19% across all precision formats.67% similarUnverifiedOn the AppWorld benchmark, SMC reduces actual runtime by 7.7% compared to the SA baseline and by 44.9% compared to serial execution, with only a slight decrease in task completion rate.65% similar
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